{"id":11158,"date":"2026-08-28T20:56:54","date_gmt":"2026-08-28T11:56:54","guid":{"rendered":"https:\/\/techmania.jp\/blog\/?p=11158"},"modified":"2026-08-28T20:56:58","modified_gmt":"2026-08-28T11:56:58","slug":"rag","status":"publish","type":"post","link":"https:\/\/techmania.jp\/blog\/rag\/","title":{"rendered":"RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3068Dify\u3067\u306e\u4f7f\u3044\u65b9\u3092\u753b\u50cf\u3067\u89e3\u8aac"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u751f\u6210AI\u3092\u696d\u52d9\u3067\u6d3b\u7528\u3059\u308b\u6a5f\u4f1a\u304c\u5897\u3048\u308b\u4e2d\u3001AI\u306b\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u72ec\u81ea\u306e\u60c5\u5831\u3092\u53c2\u7167\u3055\u305b\u308b\u6280\u8853\u3068\u3057\u3066\u300cRAG\uff08\u30e9\u30b0\uff09\u300d\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\u672c\u8a18\u4e8b\u3067\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">RAG\u306e\u4ed5\u7d44\u307f\u3084\u6d3b\u7528\u4e8b\u4f8b\u3001Dify\u3092\u4f7f\u3063\u305f\u69cb\u7bc9\u65b9\u6cd5<\/span>\u3092\u4e2d\u5fc3\u306b\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3084\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u307e\u3067\u3001\u521d\u5fc3\u8005\u5411\u3051\u306b\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"techmania-recirc\">\n<style>\n.techmania-recirc{margin:24px 0;font-family:-apple-system,\"Hiragino Kaku Gothic ProN\",\"Yu Gothic\",sans-serif;}\n.techmania-recirc__label{font-size:14px;color:#333;margin-bottom:8px;font-weight:bold;}\n.techmania-recirc__list{display:flex;flex-direction:column;gap:12px;}\n.techmania-recirc__box{display:flex;align-items:center;gap:16px;border:1px solid #ddd;border-radius:4px;padding:12px 16px;text-decoration:none;transition:background .2s;}\n.techmania-recirc__box:hover{background:#f7f9fc;}\n.techmania-recirc__thumb{width:96px;aspect-ratio:6\/4;object-fit:cover;border-radius:4px;flex-shrink:0;}\n.techmania-recirc__title{color:#2952cc;font-size:15px;line-height:1.6;flex:1;}\n.techmania-recirc__arrow{flex-shrink:0;width:28px;height:28px;border-radius:50%;background:#2952cc;color:#fff;display:flex;align-items:center;justify-content:center;font-size:12px;}\n<\/style>\n<div class=\"techmania-recirc__label\">\u25bc\u3053\u3061\u3089\u3082\u30c1\u30a7\u30c3\u30af\u25bc<\/div>\n<div class=\"techmania-recirc__list\">\n<a class=\"techmania-recirc__box\" href=\"https:\/\/techmania.jp\/blog\/dify\/\">\n  <img decoding=\"async\" class=\"techmania-recirc__thumb\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/dify.webp\" alt=\"Dify\u3068\u306f\uff1f\u7279\u5fb4\u30fb\u4f7f\u3044\u65b9\u30fb\u51fa\u6765\u308b\u3053\u3068\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u5b9f\u969b\u306e\u753b\u9762\u3067\u89e3\u8aac\" loading=\"lazy\">\n  <span class=\"techmania-recirc__title\">Dify\u3068\u306f\uff1f\u7279\u5fb4\u30fb\u4f7f\u3044\u65b9\u30fb\u51fa\u6765\u308b\u3053\u3068\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u5b9f\u969b\u306e\u753b\u9762\u3067\u89e3\u8aac<\/span>\n  <span class=\"techmania-recirc__arrow\">\u25b6<\/span>\n<\/a>\n<\/div>\n<\/div>\n\n\n\n<div id=\"rag-lightbox-overlay\" style=\"display:none;position:fixed;inset:0;background:rgba(0,0,0,0.85);z-index:9999;align-items:center;justify-content:center;padding:24px;cursor:zoom-out;\">\n  <img decoding=\"async\" id=\"rag-lightbox-img\" src=\"\" alt=\"\" style=\"max-width:92vw;max-height:92vh;border-radius:6px;box-shadow:0 8px 32px rgba(0,0,0,0.4);\">\n<\/div>\n<script>\n(function(){\n  var overlay=document.getElementById('rag-lightbox-overlay');\n  var overlayImg=document.getElementById('rag-lightbox-img');\n  if(!overlay||!overlayImg)return;\n  document.addEventListener('click',function(e){\n    var trigger=e.target.closest?e.target.closest('.cursor-image-zoom'):null;\n    if(trigger){\n      e.preventDefault();\n      var img=trigger.querySelector('img');\n      overlayImg.src=trigger.getAttribute('href');\n      overlayImg.alt=img?img.alt:'';\n      overlay.style.display='flex';\n    }\n  });\n  overlay.addEventListener('click',function(){\n    overlay.style.display='none';\n  });\n  document.addEventListener('keydown',function(e){\n    if(e.key==='Escape')overlay.style.display='none';\n  });\n})();\n<\/script>\n\n\n\n<h2 id=\"outline__1\" class=\"wp-block-heading\">RAG\u3068\u306f\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3068\u306f\u3001<strong><a href=\"https:\/\/aws.amazon.com\/jp\/what-is\/retrieval-augmented-generation\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u300cRetrieval-Augmented Generation\u300d<\/a><\/strong>\u306e\u7565\u3067\u3001\u65e5\u672c\u8a9e\u3067\u306f\u691c\u7d22\u62e1\u5f35\u751f\u6210\u3068\u3082\u547c\u3070\u308c\u307e\u3059\u3002<span class=\"c-user01\" style=\"font-weight:bold;\">\u751f\u6210AI\u304c\u56de\u7b54\u3092\u4f5c\u308b\u969b\u306b\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u53c2\u8003\u306b\u3057\u306a\u304c\u3089\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f<\/span>\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/RAG_AWS_Official.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aAWS\u516c\u5f0f\u30b5\u30a4\u30c8\u306eRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u89e3\u8aac\u30da\u30fc\u30b8\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/RAG_AWS_Official.webp\" class=\"post-img\" alt=\"AWS\u516c\u5f0f\u30b5\u30a4\u30c8\u306eRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u89e3\u8aac\u30da\u30fc\u30b8\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">AWS\u516c\u5f0f\u30b5\u30a4\u30c8\u3067\u3082\u3001RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/figcaption>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u822c\u7684\u306a\u751f\u6210AI\u306f\u5b66\u7fd2\u6642\u306b\u53d6\u308a\u8fbc\u3093\u3060\u60c5\u5831\u3092\u3082\u3068\u306b\u56de\u7b54\u3059\u308b\u305f\u3081\u3001\u5b66\u7fd2\u5f8c\u306b\u767a\u751f\u3057\u305f\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u8cc7\u6599\u306a\u3069\u306e\u72ec\u81ea\u30c7\u30fc\u30bf\u306b\u306f\u6b63\u78ba\u306b\u7b54\u3048\u3089\u308c\u307e\u305b\u3093\u3002LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u304c\u300c\u6587\u7ae0\u3092\u7406\u89e3\u3057\u56de\u7b54\u3092\u4f5c\u308b\u6280\u8853\u300d\u3067\u3042\u308b\u306e\u306b\u5bfe\u3057\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">RAG\u306f\u300c\u56de\u7b54\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u5916\u90e8\u304b\u3089\u88dc\u3046\u4ed5\u7d44\u307f\u300d<\/span>\u3067\u3001\u4e21\u8005\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067AI\u5358\u4f53\u3067\u306f\u6301\u305f\u306a\u3044\u77e5\u8b58\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__1_1\" class=\"wp-block-heading\">RAG\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u7406\u7531<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210AI\u306f\u3001\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u60c5\u5831\u306b\u306f\u6b63\u3057\u304f\u56de\u7b54\u3067\u304d\u305a\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5618\u3092\u56de\u7b54\u3057\u3066\u3057\u307e\u3046\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u3092\u8d77\u3053\u3059\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002RAG\u306f\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u5916\u90e8\u30c7\u30fc\u30bf\u304b\u3089\u691c\u7d22\u3057\u3066\u56de\u7b54\u306e\u6839\u62e0\u306b\u3059\u308b\u305f\u3081\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">AI\u304c\u4f55\u306e\u60c5\u5831\u3082\u6301\u305f\u306a\u3044\u72b6\u614b\u3067\u56de\u7b54\u3057\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u3092\u6e1b\u3089\u305b\u308b<\/span>\u70b9\u304c\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\uff08\u5b8c\u5168\u306b\u7121\u304f\u305b\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff09\u3002<\/p>\n\n\n\n<h3 id=\"outline__1_2\" class=\"wp-block-heading\">RAG\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u307e\u3067\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u304c\u56de\u7b54\u3092\u4f5c\u308b\u307e\u3067\u306e\u6d41\u308c\u306f\u3001\u5927\u304d\u304f\u6b21\u306e3\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/RAG_Flow_Diagram.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aRAG\u304c\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u307e\u3067\u306e\u51e6\u7406\u30d5\u30ed\u30fc\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/RAG_Flow_Diagram.webp\" class=\"post-img\" alt=\"\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u30c1\u30e3\u30f3\u30af\u5206\u5272\u30fb\u30d9\u30af\u30c8\u30eb\u5316\u30fb\u691c\u7d22\u3057LLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308bRAG\u306e\u51e6\u7406\u30d5\u30ed\u30fc\u56f3\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">RAG\u3067\u306f\u3001\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u5206\u5272\u30fb\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u8cea\u554f\u3068\u691c\u7d22\u7d50\u679c\u3092LLM\u306b\u6e21\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/figcaption>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u5206\u5272\u3057\u3066\u6e96\u5099\u3059\u308b<\/strong><br>PDF\u3084\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u306e\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u3001\u691c\u7d22\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u4e00\u5b9a\u306e\u5358\u4f4d\uff08\u300c\u30c1\u30e3\u30f3\u30af\u300d\u3068\u547c\u3070\u308c\u307e\u3059\uff09\u3078\u5206\u5272\u3057\u3066\u6e96\u5099\u3057\u307e\u3059\u3002\u5206\u5272\u306e\u7c92\u5ea6\u306f\u691c\u7d22\u7cbe\u5ea6\u306b\u76f4\u7d50\u3059\u308b\u305f\u3081\u3001\u7d30\u304b\u3059\u304e\u305a\u3001\u7c97\u3059\u304e\u306a\u3044\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6587\u7ae0\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b<\/strong><br>\u5206\u5272\u3057\u305f\u6587\u7ae0\u306f\u3001<strong><a href=\"https:\/\/platform.openai.com\/docs\/guides\/embeddings\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u300c\u30d9\u30af\u30c8\u30eb\uff08embeddings\uff09\u300d<\/a><\/strong>\u3068\u547c\u3070\u308c\u308b\u6570\u5024\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3055\u308c\u3001\u610f\u5473\u306e\u8fd1\u3055\u3092\u3082\u3068\u306b\u691c\u7d22\u3055\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u300c\u4f11\u6687\u3092\u7533\u8acb\u3059\u308b\u65b9\u6cd5\u300d\u3068\u300c\u6709\u7d66\u4f11\u6687\u306e\u53d6\u308a\u65b9\u300d\u306e\u3088\u3046\u306b\u8868\u73fe\u304c\u7570\u306a\u3063\u3066\u3044\u3066\u3082\u3001\u610f\u5473\u304c\u8fd1\u3044\u6587\u7ae0\u3092\u691c\u7d22\u3067\u304d\u308b\u70b9\u304c\u3001\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u306e\u9055\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u691c\u7d22\u7d50\u679c\u3092\u3082\u3068\u306bLLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/strong><br>\u691c\u7d22\u3067\u30d2\u30c3\u30c8\u3057\u305f\u60c5\u5831\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u3042\u308f\u305b\u3066LLM\u306b\u6e21\u3059\u3053\u3068\u3067\u3001\u691c\u7d22\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u8868\u793a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8cea\u554f\u306b\u5408\u308f\u305b\u3066\u5206\u304b\u308a\u3084\u3059\u304f\u6574\u7406\u3055\u308c\u305f\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u304c\u3001RAG\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__1_3\" class=\"wp-block-heading\">RAG\u3067\u3067\u304d\u308b\u3053\u3068\u30fb\u6d3b\u7528\u4e8b\u4f8b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7528\u9014\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u793e\u5185\u6587\u66f8\u30fb\u30ca\u30ec\u30c3\u30b8\u306e\u691c\u7d22<\/strong><br>\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u793e\u5185\u898f\u5247\u306a\u3069\u3092\u691c\u7d22\u5bfe\u8c61\u3068\u3057\u3066\u767b\u9332\u3057\u3066\u304a\u3051\u3070\u3001\u6b63\u78ba\u306a\u30d5\u30a1\u30a4\u30eb\u540d\u3084\u4fdd\u5b58\u5834\u6240\u3092\u77e5\u3089\u306a\u304f\u3066\u3082\u3001\u8cea\u554f\u306e\u610f\u5473\u306b\u8fd1\u3044\u60c5\u5831\u3092\u691c\u7d22\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>FAQ\u30fb\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u81ea\u52d5\u5316<\/strong><br>\u904e\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u5185\u5bb9\u3084FAQ\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u3059\u308b\u3053\u3068\u3067\u3001AI\u304c\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u63a2\u3057\u3066\u56de\u7b54\u3067\u304d\u307e\u3059\u3002\u540c\u3058\u3088\u3046\u306a\u8cea\u554f\u3078\u306e\u5bfe\u5fdc\u3092\u81ea\u52d5\u5316\u3057\u3001\u696d\u52d9\u8ca0\u62c5\u3092\u8efd\u6e1b\u3067\u304d\u308b\u70b9\u304c\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3078\u306e\u7d44\u307f\u8fbc\u307f<\/strong><br>\u3042\u3089\u304b\u3058\u3081\u8cea\u554f\u3068\u56de\u7b54\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u7528\u610f\u3057\u306a\u304f\u3066\u3082\u3001\u84c4\u7a4d\u3057\u305f\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u67d4\u8edf\u306b\u5fdc\u7b54\u3067\u304d\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u56de\u7b54\u5185\u5bb9\u306e\u5909\u66f4\u3082\u3001\u691c\u7d22\u5143\u306e\u30c7\u30fc\u30bf\u3092\u4fee\u6b63\u3059\u308b\u3060\u3051\u3067\u53cd\u6620\u3067\u304d\u308b\u306e\u3082\u5229\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__2\" class=\"wp-block-heading\">RAG\u3092\u69cb\u7bc9\u30fb\u5c0e\u5165\u3059\u308b\u65b9\u6cd5<\/h2>\n\n\n\n<h3 id=\"outline__2_1\" class=\"wp-block-heading\">\u69cb\u7bc9\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306f\u3001\u2460\u53c2\u7167\u3055\u305b\u305f\u3044\u60c5\u5831\u3092\u6c7a\u3081\u308b\u2192\u2461\u6587\u66f8\u3092\u5206\u5272\u3057\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b\u2192\u2462\u691c\u7d22\u7d50\u679c\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u8fbc\u3080\u3001\u3068\u3044\u3046\u6d41\u308c\u3067\u9032\u3081\u307e\u3059\u3002<span class=\"c-user01\" style=\"font-weight:bold;\">\u521d\u3081\u3066\u69cb\u7bc9\u3059\u308b\u5834\u5408\u306f\u3001RAG\u306b\u5bfe\u5fdc\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u5c0e\u5165\u3067\u304d\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<h3 id=\"outline__2_2\" class=\"wp-block-heading\">Dify\u3092\u4f7f\u3063\u3066RAG\u3092\u8a66\u3059<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306f\u3001\u30ce\u30fc\u30b3\u30fc\u30c9\u3067AI\u30a2\u30d7\u30ea\u3092\u69cb\u7bc9\u3067\u304d\u308b<strong><a href=\"https:\/\/dify.ai\/ja\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Dify<\/a><\/strong>\u3092\u4f7f\u7528\u3057\u3066\u3001\u5b9f\u969b\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u56de\u7b54\u306bRAG\u304c\u5229\u7528\u3055\u308c\u308b\u307e\u3067\u306e\u6d41\u308c\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<br>Dify\u3067\u306f\u3001<strong><a href=\"https:\/\/docs.dify.ai\/ja-jp\/guides\/knowledge-base\/readme\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Knowledge\u6a5f\u80fd<\/a><\/strong>\u306bPDF\u3084\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u767b\u9332\u3059\u308b\u3060\u3051\u3067\u3001RAG\u306e\u691c\u7d22\u5bfe\u8c61\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2460Knowledge\u306b\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u767b\u9332\u3059\u308b<\/strong><br>\u307e\u305a\u3001Dify\u306eKnowledge\u6a5f\u80fd\u3092\u5229\u7528\u3057\u3066\u3001RAG\u3067\u53c2\u7167\u3059\u308b\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u767b\u9332\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u4f8b\u3068\u3057\u3066\u3001\u67b6\u7a7a\u306e\u88fd\u54c1\u300cSmartBottle Mini\u300d\u306b\u95a2\u3059\u308b\u7c21\u5358\u306a\u88fd\u54c1\u60c5\u5831\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Add_Knowledge.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aDify\u306eKnowledge\u306b\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3068\u3057\u3066\u88fd\u54c1\u60c5\u5831\u3092\u767b\u9332\u3059\u308b\u753b\u9762\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Add_Knowledge.webp\" class=\"post-img\" alt=\"Dify\u306eKnowledge\u306b\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3068\u3057\u3066\u88fd\u54c1\u60c5\u5831\u3092\u767b\u9332\u3059\u308b\u753b\u9762\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">Knowledge\u6a5f\u80fd\u3092\u4f7f\u3063\u3066\u3001RAG\u3067\u53c2\u7167\u3059\u308b\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u767b\u9332\u3057\u307e\u3059\u3002<\/figcaption>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2461Retrieval Testing\u3067\u691c\u7d22\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b<\/strong><br>\u767b\u9332\u3057\u305f\u30c7\u30fc\u30bf\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u691c\u7d22\u3067\u304d\u308b\u304b\u3001Dify\u306e\u691c\u7d22\u30c6\u30b9\u30c8\u6a5f\u80fd\u3067\u78ba\u8a8d\u3057\u307e\u3059\u3002\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u304c\u691c\u7d22\u3067\u304d\u3066\u3044\u308c\u3070OK\u3067\u3059\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Test_Search.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aDify\u306eRetrieval Testing\u3067\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u691c\u7d22\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b\u753b\u9762\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Test_Search.webp\" class=\"post-img\" alt=\"Dify\u306eRetrieval Testing\u3067\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u691c\u7d22\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b\u753b\u9762\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">Retrieval Testing\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u304c\u691c\u7d22\u3067\u304d\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/figcaption>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2462Knowledge\u3092\u5229\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/strong><br>\u6700\u5f8c\u306b\u3001\u767b\u9332\u3057\u305fKnowledge\u3092\u53c2\u7167\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u8cea\u554f\u3092\u53d7\u3051\u308b\u3068\u3001\u95a2\u9023\u60c5\u5831\u3092\u767b\u9332\u30c7\u30fc\u30bf\u304b\u3089\u691c\u7d22\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u53c2\u8003\u306bLLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure style=\"margin:24px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Test_ChatBot.webp\" class=\"cursor-image-zoom\" data-cursor-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aKnowledge\u3092\u53c2\u7167\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u8cea\u554f\u306b\u56de\u7b54\u3057\u3066\u3044\u308b\u753b\u9762\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Test_ChatBot.webp\" class=\"post-img\" alt=\"Knowledge\u3092\u53c2\u7167\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u8cea\u554f\u306b\u56de\u7b54\u3057\u3066\u3044\u308b\u753b\u9762\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u8cea\u554f\u3059\u308b\u3068\u3001\u767b\u9332\u3057\u305fKnowledge\u3092\u53c2\u7167\u3057\u305f\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/figcaption>\n<\/figure>\n\n\n\n<style>\n.rag-cta-btn{display:inline-flex;align-items:center;justify-content:center;gap:8px;min-width:360px;background-color:#7c3aed;color:#ffffff !important;font-weight:bold;font-size:15px;padding:16px 32px;border-radius:8px;text-decoration:none;box-shadow:0 6px 16px rgba(124,58,237,0.35);transition:background-color .2s;}\n.rag-cta-btn:hover{background-color:#6d28d9;}\n<\/style>\n<div style=\"text-align:center;margin:28px 0;\">\n  <a href=\"https:\/\/dify.ai\/ja\" target=\"_blank\" rel=\"noreferrer noopener nofollow\" class=\"rag-cta-btn\">Dify\u516c\u5f0f\u30b5\u30a4\u30c8\u3067\u8a73\u3057\u3044\u6a5f\u80fd\u3092\u898b\u308b<span aria-hidden=\"true\">\u2192<\/span><\/a>\n<\/div>\n\n\n\n<h2 id=\"outline__3\" class=\"wp-block-heading\">RAG\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002\u5c0e\u5165\u524d\u306b\u62bc\u3055\u3048\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<style>\n.rag-compare-table-wrap{overflow-x:auto;padding:4px 0 16px;border-radius:10px;}\n.rag-compare-table{border-collapse:separate;border-spacing:0;width:100%;min-width:620px;font-family:-apple-system,\"Hiragino Kaku Gothic ProN\",\"Yu Gothic\",sans-serif;font-size:14px;border-radius:10px;overflow:hidden;box-shadow:0 1px 4px rgba(0,0,0,0.08);}\n.rag-compare-table th,.rag-compare-table td{padding:14px 18px;text-align:center;vertical-align:middle;border-bottom:1px solid #e8eaf0;}\n.rag-compare-table thead th{background-color:#2952cc;color:#ffffff;font-weight:600;font-size:14px;}\n.rag-compare-table tbody th{background-color:#f4f6fb;color:#333;font-weight:600;text-align:left;white-space:nowrap;}\n.rag-compare-table tbody tr:nth-child(even) td{background-color:#fafbfd;}\n.rag-compare-table tbody tr:last-child th,.rag-compare-table tbody tr:last-child td{border-bottom:none;}\n.rag-compare-table tbody td{color:#333;font-weight:600;}\n<\/style>\n<div class=\"rag-compare-table-wrap\">\n<table class=\"rag-compare-table\">\n  <thead>\n    <tr>\n      <th>\u9805\u76ee<\/th>\n      <th>\u30e1\u30ea\u30c3\u30c8<\/th>\n      <th>\u30c7\u30e1\u30ea\u30c3\u30c8<\/th>\n    <\/tr>\n  <\/thead>\n  <tbody>\n    <tr>\n      <th>\u60c5\u5831\u306e\u9bae\u5ea6<\/th>\n      <td>\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u305b\u305a\u3001\u30c7\u30fc\u30bf\u66f4\u65b0\u3060\u3051\u3067\u6700\u65b0\u60c5\u5831\u306b\u5bfe\u5fdc\u3067\u304d\u308b<\/td>\n      <td>\u30c7\u30fc\u30bf\u304c\u53e4\u3044\u30fb\u8aa4\u3063\u3066\u3044\u308b\u3068\u56de\u7b54\u7cbe\u5ea6\u3082\u4e0b\u304c\u308b<\/td>\n    <\/tr>\n    <tr>\n      <th>\u56de\u7b54\u306e\u6839\u62e0<\/th>\n      <td>\u53c2\u7167\u3057\u305f\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u751f\u6210\u3057\u3084\u3059\u3044<\/td>\n      <td>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u5b8c\u5168\u306b\u306f\u9632\u3052\u306a\u3044<\/td>\n    <\/tr>\n    <tr>\n      <th>\u5c0e\u5165\u30fb\u904b\u7528<\/th>\n      <td>AI\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u4f5c\u308a\u76f4\u3059\u5fc5\u8981\u304c\u306a\u3044<\/td>\n      <td>\u691c\u7d22\u57fa\u76e4\u306e\u69cb\u7bc9\u30fb\u904b\u7528\u306b\u77e5\u8b58\u3068\u30b3\u30b9\u30c8\u304c\u5fc5\u8981<\/td>\n    <\/tr>\n  <\/tbody>\n<\/table>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"c-user01\" style=\"font-weight:bold;\">\u56de\u7b54\u306e\u6b63\u78ba\u6027\u306f\u300cAI\u306e\u6027\u80fd\u300d\u3060\u3051\u3067\u306a\u304f\u300c\u691c\u7d22\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u8cea\u300d\u306b\u3082\u5de6\u53f3\u3055\u308c\u308b<\/span>\u305f\u3081\u3001RAG\u3092\u5c0e\u5165\u3059\u308b\u969b\u306f\u3001\u53c2\u7167\u3055\u305b\u308b\u60c5\u5831\u3092\u6574\u7406\u3057\u3001\u6700\u65b0\u304b\u3064\u4fe1\u983c\u3067\u304d\u308b\u72b6\u614b\u306b\u4fdd\u3064\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__4\" class=\"wp-block-heading\">RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210AI\u306b\u72ec\u81ea\u306e\u60c5\u5831\u3092\u6d3b\u7528\u3055\u305b\u308b\u65b9\u6cd5\u306b\u306f\u3001RAG\u306e\u307b\u304b\u306b<strong><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d<\/a><\/strong>\u3068\u547c\u3070\u308c\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002<span class=\"c-user01\" style=\"font-weight:bold;\">\u65e2\u5b58\u306eAI\u30e2\u30c7\u30eb\u306b\u8ffd\u52a0\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u3001\u632f\u308b\u821e\u3044\u3092\u8abf\u6574\u3059\u308b\u65b9\u6cd5<\/span>\u3067\u3001\u6bce\u56de\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308bRAG\u3068\u306f\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"rag-compare-table-wrap\">\n<table class=\"rag-compare-table\">\n  <thead>\n    <tr>\n      <th>\u9805\u76ee<\/th>\n      <th>RAG<\/th>\n      <th>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th>\n    <\/tr>\n  <\/thead>\n  <tbody>\n    <tr>\n      <th>\u30a2\u30d7\u30ed\u30fc\u30c1<\/th>\n      <td>\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u306b\u8ffd\u52a0<\/td>\n      <td>\u30e2\u30c7\u30eb\u81ea\u4f53\u306b\u8ffd\u52a0\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b<\/td>\n    <\/tr>\n    <tr>\n      <th>\u60c5\u5831\u306e\u66f4\u65b0<\/th>\n      <td>\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\u3067\u53cd\u6620\u3067\u304d\u308b<\/td>\n      <td>\u53cd\u6620\u306e\u305f\u3073\u306b\u518d\u5b66\u7fd2\u304c\u5fc5\u8981<\/td>\n    <\/tr>\n    <tr>\n      <th>\u5f97\u610f\u306a\u3053\u3068<\/th>\n      <td>\u983b\u7e41\u306b\u66f4\u65b0\u3055\u308c\u308b\u60c5\u5831\u306e\u6d3b\u7528<\/td>\n      <td>\u51fa\u529b\u5f62\u5f0f\u30fb\u56de\u7b54\u30b9\u30bf\u30a4\u30eb\u306e\u8abf\u6574<\/td>\n    <\/tr>\n    <tr>\n      <th>\u5c0e\u5165\u306e\u3057\u3084\u3059\u3055<\/th>\n      <td>\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u59cb\u3081\u3084\u3059\u3044<\/td>\n      <td>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3084\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981<\/td>\n    <\/tr>\n  <\/tbody>\n<\/table>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u3069\u3061\u3089\u304b\u4e00\u65b9\u3057\u304b\u9078\u3079\u306a\u3044\u3082\u306e\u3067\u306f\u306a\u304f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u76ee\u7684\u306b\u3088\u3063\u3066\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3046\u3053\u3068\u3082\u53ef\u80fd<\/span>\u3067\u3059\u3002\u307e\u305aRAG\u3067\u793e\u5185\u60c5\u5831\u3092\u53c2\u7167\u3067\u304d\u308b\u74b0\u5883\u3092\u4f5c\u308a\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u691c\u8a0e\u3059\u308b\u3068\u3044\u3046\u9032\u3081\u65b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__5\" class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210AI\u306b\u3059\u3079\u3066\u306e\u60c5\u5831\u3092\u899a\u3048\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u5fc5\u8981\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u53c2\u7167\u3055\u305b\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u304c\u3001RAG\u306e\u672c\u8cea\u3067\u3059\u3002<br><span class=\"c-user01\" style=\"font-weight:bold;\">\u4eca\u56de\u7d39\u4ecb\u3057\u305fDify\u306e\u3088\u3046\u306b\u3001RAG\u306b\u5bfe\u5fdc\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3048\u3070\u3001\u5c02\u9580\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u5c0e\u5165\u3092\u8a66\u305b\u307e\u3059<\/span>\u3002\u307e\u305a\u306f\u8eab\u8fd1\u306a\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001\u5b9f\u969b\u306bRAG\u3092\u69cb\u7bc9\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\u3001\u751f\u6210AI\u306b\u793e\u5185\u30c7\u30fc\u30bf\u306a\u3069\u306e\u5916\u90e8\u60c5\u5831\u3092\u691c\u7d22\u3055\u305b\u3066\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u6280\u8853\u3067\u3059\u3002\u4ed5\u7d44\u307f\u3084\u6d3b\u7528\u4e8b\u4f8b\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u3092\u89e3\u8aac\u3057\u305f\u3046\u3048\u3067\u3001Dify\u3092\u3064\u304b\u3063\u305fRAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f5c\u308a\u65b9\u30fb\u4f7f\u3044\u65b9\u307e\u3067\u3001\u5b9f\u969b\u306e\u753b\u9762\u4ed8\u304d\u3067\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u7d39\u4ecb\u3057\u307e\u3059\u3002","protected":false},"author":12,"featured_media":11180,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"fifu_image_url":"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/RAG.webp","fifu_image_alt":"\u3010RAG\u3011Dify\u3067\u793e\u5185\u30c7\u30fc\u30bf\u306b\u7b54\u3048\u308bAI\u3092\u4f5c\u308b","footnotes":""},"categories":[105],"tags":[],"class_list":["post-11158","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- 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name=\"author\" content=\"\u30c6\u30c3\u30af\u30de\u30cb\u30a2\u7de8\u96c6\u90e8\u3000\u65e9\u5ddd\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/techmania.jp\/blog\/rag\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.0.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"ja_JP\" \/>\n\t\t<meta property=\"og:site_name\" content=\"TechMania |\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3068Dify\u3067\u306e\u4f7f\u3044\u65b9\u3092\u753b\u50cf\u3067\u89e3\u8aac\" \/>\n\t\t<meta property=\"og:description\" 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content=\"https:\/\/techmania.jp\/blog\/wp-content\/uploads\/2023\/07\/logo2.png\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/techmania.jp\/blog\/wp-content\/uploads\/2023\/07\/logo2.png\" \/>\n\t\t<meta property=\"og:image:width\" content=\"1368\" \/>\n\t\t<meta property=\"og:image:height\" content=\"196\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-08-28T11:56:54+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-08-28T11:56:58+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3068Dify\u3067\u306e\u4f7f\u3044\u65b9\u3092\u753b\u50cf\u3067\u89e3\u8aac\" \/>\n\t\t<meta name=\"twitter:description\" 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